Intent based Image Ranking for Web Search Reranking
Journal Title: IOSR Journals (IOSR Journal of Computer Engineering) - Year 2016, Vol 18, Issue 4
Abstract
Abstract: New approach is presented for reranking of the images. While searching images on the web to increase the accuracy of the image search result Image search reranking is used. Image search reranking is aneffective approach to refine the initial text-based image search result. In the reranking process,image visual contents are used to refine the initial text based result. The image re-ranking restricts users’ attempt to just one-click feedback is a useful way to improve search results and its interaction is simple enough. One click event of the user is considered as user intention. We propose a feature extraction algorithm named Hyperspherebased Relevance Preserving Projection (HRPP) and a ranking function called Hypersphere-based Rank (HRank).A main challenge in the research of image Reranking is that the similarities of the visual features do not perfectly associate with actual semantic meaning of images which intends users search goals. H-Rank is aneffective ranking algorithm to sort the images by their distances to the hypersphere center. Moreover, to capture the user’s intent with minimum human interaction, a reversed KNN algorithm is proposed as One-Click-basedHRPP (OC-HRPP). Finally, OC-HRPP algorithm and H-Rank algorithm form a new ISR method.
Authors and Affiliations
Kshitija H. Ghadge , Sunil M. Sangve
Keywords
Related Articles
- EP ID EP149251
- DOI -
- Views 127
- Downloads 0
Anti-spam Filter Based on Machine Learning Algorithm
We building one of the filter which help the user relief from the unwanted mails in his inbox of the mail account which is develop using the machine learning algorithm and which also contain the filter.In this we c...
A Hierarchical Clustering Algorithm Based Computer Aided Molecular Modeling with Haematoxylin & Eosin Images of Colon Cancer
Color Image segmentation plays a crucial role in many medical imaging applications. In this paper we present a novel algorithm for computer aided molecular modeling in MATLAB R2012, a real time simulation e...
A Survey of Network Security in Mobile Ad-Hoc Network
Abstract: This paper describes the concept of ad hoc networking and the security issues faced by giving its background and presenting some of the security challenges that are faced by the mobile ad hoc network. Ad hoc wi...
Face Recognition Techniques - A Review
Abstract: Human faces are major identity mark. Face recognition is the active research area in real time applications. Face detection has many applications in biometrics, video surveillance , robotics, control of...
Evaluating Total Cost of Ownership for University EnterpriseResource Planning: Case of Maseno University
Abstract: Higher learning institutions (HEI) are investing in IT to attain operational excellence. Organizationslooking to reduce technology costs typically look for ways to reduce the Total Cost of Ownership (TCO)...